MétaCan
Menu
Back to cohort
Record W4405925327 · doi:10.1136/rapm-2024-106061

Mapping axillary sensory cutaneous nerves for enhanced analgesic approaches in axillary surgery: a cadaveric study

2024· article· en· W4405925327 on OpenAlexaff
Brittany Zurkan, Timothy D. Wilson, Abhijit Biswas

Bibliographic record

VenueRegional Anesthesia & Pain Medicine · 2024
Typearticle
Languageen
FieldMedicine
TopicAnesthesia and Pain Management
Canadian institutionsWestern University
Fundersnot available
KeywordsMedicineBrachial plexusIntercostal nervesCadaveric spasmAxillary nerveSensory systemSurgeryAxillaPlexusAnesthesiaBreast cancerInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Innervation of the breast includes branches of thoracic intercostal nerves, the superficial cervical plexus, the brachial plexus, and the intercostobrachial nerve (ICBN). Commonly used blocks for breast surgery provide incomplete analgesia of the axillary region. This cadaveric study aims to identify and map the axillary sensory cutaneous nerves. METHODS: We conducted nine axillary dissections on cadavers of both sexes with cadavers in supine position and upper limbs abducted. Incisions along the anterolateral thorax and superior clavicle created laterally reflecting skin flaps, allowing visualization of the ICBN and brachial plexus. Photographs were taken during dissections to enabled three-dimensional reconstruction using imaging software 3D Slicer. RESULTS: In all dissections, an ICBN and a branch of the posterior cord were identified entering axillary subcutaneous tissue. A branch of the medial cord was identified entering axillary tissue in 5/9 (56%) cadavers. The ICBN remained localized to the anterior axillary base but demonstrated various extrathoracic branching patterns. The posterior cord branch arose from the proximal posterior cord before penetrating the axillary base at its posterior margin in all cadavers. When present, the medial cord branch arose from the proximal medial cord before penetrating the axillary base along the midaxillary line. CONCLUSION: In addition to the ICBN, two branches of the brachial plexus were identified entering axillary subcutaneous tissue. These branches are not currently considered when providing analgesia for breast surgery and may contribute to pain following surgery that involves axillary dissection.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.022

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0070.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.080
GPT teacher head0.283
Teacher spread0.202 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueRegional Anesthesia & Pain MedicineSame topicAnesthesia and Pain ManagementFrench-language works237,207